What is the Dunning-kruger Effect?

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Dunning-kruger Effect in a train wreck

The Dunning-Kruger effect is a cognitive bias in which individuals overestimate their competence in a specific area, often significantly. This concept was introduced by psychologists David Dunning and Justin Kruger, who observed that people with limited knowledge or ability in a domain are not only prone to making errors but also lack the capability to recognize their own incompetence.

Some researchers also mention the opposite effects for strong performers: a tendency to underestimate their abilities. In popular culture, the Dunning-Kruger effect is sometimes misconstrued as a claim about general overconfidence of persons with low intelligence rather than specific overconfidence of people who are incompetent at a given task.

David Dunning and Justin Kruger released their original study in 1999. It emphasized logical reasoning, grammar, and interpersonal skills. Since then, more studies have been undertaken on a variety of skills, including those in medicine, commerce, aviation, politics, driving, spatial memory, school exams, and literacy.

Causal Explanations

Several theorists have attempted to develop models that explain the fundamental reasons of the Dunning-Kruger effect. Dunning and Kruger’s initial theory suggests that a lack of metacognitive capacities is to blame.

This interpretation is not widely accepted, and other alternative possibilities are addressed in scholarly literature. Some of them focus solely on one aspect, while others identify a combination of factors as the root cause.

Metacognition

The metacognitive explanation is based on the notion that learning to discern between good and bad skill performances is part of the process of learning. Metacognitive skills refer to the ability to reflect on and evaluate one’s own thinking and knowledge.

It is assumed that people with low skill levels are unable to appropriately evaluate their performance because they have not yet developed the discriminatory ability to do so.  They believe they are better than they are because they cannot recognize the qualitative difference between their performance and that of others. In this aspect, they lack the metacognitive capacity to identify their inadequacy.

This theory is also known as the “dual-burden account” or the “double-burden of incompetence” since it combines the burdens of normal incompetence and metacognitive incompetence. Some people’s progress may be hampered by a lack of metacognitive abilities, which conceal their inadequacies. This can then be applied to explain why unskilled persons have stronger self-confidence than people with average skill: only the latter are aware of their inadequacies.

To test this notion, some researchers attempted to directly evaluate metacognitive abilities. Some studies imply that poor performers have lower metacognitive sensitivity, although it is unclear whether this is sufficient to explain the Dunning-Kruger effect.

Another study found that while unskilled persons lack information, their metacognitive processes are comparable to those of proficient ones. An indirect argument for the metacognitive model is based on the finding that training people in logical thinking allows them to generate more accurate self-evaluations.

Rational

The rational account of the Dunning-Kruger effect explains the observed regression toward the mean as a function of prior beliefs rather than a statistical artifact. If low performers anticipate performing well, they may overestimate their own abilities.

This model employs a psychological interpretation distinct from the metacognitive explanation. It claims that the error is driven by too favourable past beliefs rather than an inability to appraise oneself accurately.

For example, after completing a ten-question assessment, a low performer with only four accurate answers may believe they answered two questions correctly and five incorrectly, but they are doubtful about the remaining three. Because of their favorable past beliefs, people will naturally believe that they answered the remaining three questions correctly and hence overestimate their performance.

Distribution of Performance

Another model sees the distribution of high and low performers as a source of incorrect self-assessment. It is based on the premise that many low performers’ skill levels are relatively similar, or that “many people [are] piled up at the bottom rungs of skill level”. This would make it much more difficult for them to appropriately evaluate their abilities in comparison to their colleagues.

According to this hypothesis, the increased tendency to give inaccurate self-assessments is not due to a lack of metacognitive capacity but to a more difficult scenario in which this skill is used. One objection leveled at this interpretation is the idea that this type of skill distribution can always be utilized to explain something.

Another critique is that this model can only explain the Dunning-Kruger effect when the self-assessment is compared to one’s peer group. However, it may fail when assessed against absolute standards.

Statistics

Another explanation looks at the Dunning-Kruger effect as primarily a statistical artifact rather than a psychological phenomenon. It is based on the hypothesis that the statistical effect known as regression toward the mean explains the empirical results.

When two variables are not perfectly correlated, this effect occurs: if a sample with an extreme value for one variable is chosen, the other variable will have a less extreme value. The Dunning-Kruger effect involves two variables: actual performance and self-assessed performance. If a person with low real performance is chosen, their self-assessed performance is likely to be higher.

Some theorists, such as Gilles Gignac and Marcin Zajenkowski, suggest that regression toward the mean when combined with other cognitive biases, such as the better-than-average effect, can explain the majority of empirical findings. This is referred to as “noise plus bias” at times.

According to the better-than-average effect, people tend to rank their abilities, qualities, and personality traits higher than average. For example, the average IQ is 100, but many believe their IQ is 115.

The better-than-average effect varies from the Dunning-Kruger effect in that it does not examine how an overly positive viewpoint affects skill. The Dunning-Kruger effect, on the other hand, is concerned with how low achievers experience this type of misjudgment.

Incentive Lack

Another explanation, commonly offered by theorists with an economic background, is that participants in the corresponding research have no incentive to provide honest self-evaluations. In such circumstances, intellectual laziness or a desire to impress the experimenter may drive participants to provide too optimistic self-evaluations.

As a result, some studies included added incentives to be precise. One study offered participants a monetary incentive based on how accurate their self-assessments were. These studies found no significant gain in accuracy for the incentive group when compared to the control group.

Dunning-Kruger Effect Manifestations

The Dunning-Kruger effect has been observed in multiple domains. In education, some students may assume they understand complex material after only a cursory review, which can lead to poor academic performance. In the realm of business, this effect can be problematic when employees take on tasks without the necessary skillset, often leading to subpar results and potential losses.

Personal Development

Self-awareness is a cornerstone of personal growth; thus, understanding the Dunning-Kruger effect is essential. Individuals often fail to judge their own abilities accurately, which can hinder personal development.

The use of self-assessment tools and actively seeking external feedback are strategies to cultivate a more accurate self-view. Continuous learning and challenging oneself with new experiences contribute to a more informed self-perception and promote personal advancement.

Medical Field

In emergency medicine, it is critical to accurately appraise one’s skills and the dangers associated with treatments. Lisa TenEyck wrote that the tendency of physicians in training to be overconfident must be taken into account in order to provide the proper level of supervision and criticism.

According to Thomas Schlösser and colleagues, the Dunning-Kruger effect can potentially have a negative impact on economic activity. This is true, for example, when the cost of a good, such as a secondhand automobile, is reduced due to purchasers’ uncertainty about its quality.

An overconfident buyer who is oblivious of their lack of information may be willing to pay a significantly higher price because they do not consider all of the potential defects and risks associated with the pricing.

Beneficial Effects

Not all narratives of the Dunning-Kruger phenomenon highlight its negative aspects. Some people focus on the good aspects, such as how ignorance can be bliss at times. In this regard, optimism can cause people to perceive their situation more positively, whereas overconfidence can enable them attain even unachievable ambitions.

To distinguish between the bad and positive aspects of achieving a goal, two key phases have been proposed: prior planning and plan execution. According to Dunning, overconfidence can help with execution by enhancing enthusiasm and energy.

However, it can be counterproductive in the planning phase since the agent may overlook poor chances, take needless risks, or fail to plan for contingencies. For example, being overconfident may benefit a general on the day of combat since it provides more motivation to his men. However, it can be harmful in the weeks preceding by ignoring the necessity for reserve troops or additional protective equipment.

Overcoming the Dunning-Kruger Effect

One can mitigate the Dunning-Kruger effect through deliberate strategies that enhance self-awareness, appreciate the value of constructive criticism, and embrace effective approaches to learning. These strategies aim to improve the accuracy of self-assessment and foster metacognitive abilities.

Enhancing Self-Awareness

Individuals can combat underestimation of their abilities and overestimation alike by adopting techniques to enhance their self-awareness. This involves regular self-assessment practices, such as reflecting on one’s knowledge and performance and comparing them to an objective standard. Keeping a learning journal can also serve as a metacognitive tool by prompting individuals to track their progress and recognize gaps in their understanding.

Value of Constructive Criticism

Welcoming constructive criticism is fundamental in overcoming the Dunning-Kruger effect. Feedback from peers or mentors can offer a more accurate assessment of one’s skills and knowledge.

It is essential for individuals to seek out and consider feedback thoughtfully, even when it may challenge their self-perceptions. They should create an environment where feedback is regularly exchanged and perceived as a vehicle for improvement.

Approaches to Learning

Effective approaches to learning can help individuals overcome cognitive biases associated with the Dunning-Kruger effect. One should prioritize active learning strategies such as practical applications and problem-solving exercises, which require applying knowledge in various contexts.

It is also beneficial to engage in spaced repetition and retrieval practice, as these techniques are known to enhance the retention and recall of information.

References:
  1. Dunning, David (1 January 2011). The Dunning–Kruger Effect: On Being Ignorant of One’s Own Ignorance. Advances in Experimental Social Psychology. Vol. 44. Academic Press. ISBN 9780123855220
  2. Ehrlinger, Joyce; Johnson, Kerri; Banner, Matthew; Dunning, David; Kruger, Justin (1 January 2008). Why the Unskilled Are Unaware: Further Explorations of (Absent) Self-Insight Among the Incompetent. Organizational Behavior and Human Decision Processes. 105 (1): 98–121. doi: 10.1016/j.obhdp.2007.05.002
  3. Gignac, Gilles E.; Zajenkowski, Marcin (1 May 2020). The Dunning–Kruger effect is (mostly) a statistical artefact: Valid approaches to testing the hypothesis with individual differences data. Intelligence. 80: 101449. doi: 10.1016/j.intell.2020.101449
  4. Jansen, Rachel A.; Rafferty, Anna N.; Griffiths, Thomas L. (25 February 2021). A rational model of the Dunning–Kruger effect supports insensitivity to evidence in low performers. Nature Human Behaviour. 5 (6): 756–757. doi: 10.1038/s41562-021-01057-0
  5. Krajc, Marian; Ortmann, Andreas (1 November 2008). Are the unskilled really that unaware? An alternative explanation. Journal of Economic Psychology. 29 (5): 724–738. doi: 10.1016/j.joep.2007.12.006
  6. Kruger, Justin; Dunning, David (1999). Unskilled and Unaware of It: How Difficulties in Recognizing One’s Own Incompetence Lead to Inflated Self-Assessments. Journal of Personality and Social Psychology. 77 (6): 1121–1134. doi: 10.1037/0022-3514.77.6.1121
  7. Mazor, Matan; Fleming, Stephen M. (June 2021). The Dunning–Kruger effect revisited. Nature Human Behaviour. 5 (6): 677–678. doi:10.1038/s41562-021-01101-z
  8. McIntosh, Robert D.; Fowler, Elizabeth A.; Lyu, Tianjiao; Della Sala, Sergio (November 2019). Wise up: Clarifying the role of metacognition in the Dunning–Kruger effect. Journal of Experimental Psychology: General. 148 (11): 1882–1897. doi: 10.1037/xge0000579
  9. McIntosh, Robert D.; Moore, Adam B.; Liu, Yuxin; Della Sala, Sergio (December 2022). Skill and self-knowledge: empirical refutation of the dual-burden account of the Dunning–Kruger effect. Royal Society Open Science. 9 (12): 191727
  10. Schlösser, Thomas; Dunning, David; Johnson, Kerri L.; Kruger, Justin (1 December 2013). How unaware are the unskilled? Empirical tests of the “signal extraction” counter-explanation for the Dunning–Kruger effect in self-evaluation of performance. Journal of Economic Psychology. 39: 85–100. doi:10.1016/j.joep.2013.07.004
  11. TenEyck, Lisa (2021). Dunning–Kruger Effect. Decision Making in Emergency Medicine: Biases, Errors and Solutions. Springer Nature. ISBN 9789811601439